diff --git a/tieredstore/src/main/java/org/apache/rocketmq/tieredstore/file/FlatAppendFile.java b/tieredstore/src/main/java/org/apache/rocketmq/tieredstore/file/FlatAppendFile.java
index 6380d90a491..c8ccc410efd 100644
--- a/tieredstore/src/main/java/org/apache/rocketmq/tieredstore/file/FlatAppendFile.java
+++ b/tieredstore/src/main/java/org/apache/rocketmq/tieredstore/file/FlatAppendFile.java
@@ -241,23 +241,30 @@ public CompletableFuture<ByteBuffer> readAsync(long offset, int length) {
             }
         }
 
-        FileSegment fileSegment1 = fileSegmentList.get(index);
-        FileSegment fileSegment2 = offset + length > fileSegment1.getCommitOffset() &&
-            fileSegmentList.size() > index + 1 ? fileSegmentList.get(index + 1) : null;
+        FileSegment fileSegment = fileSegmentList.get(index);
+        if (offset + length <= fileSegment.getCommitOffset() || fileSegmentList.size() <= index + 1) {
+            return fileSegment.readAsync(offset - fileSegment.getBaseOffset(), length);
+        }
 
-        if (fileSegment2 == null) {
-            return fileSegment1.readAsync(offset - fileSegment1.getBaseOffset(), length);
+        List<CompletableFuture<ByteBuffer>> futureList = new ArrayList<>();
+        long readOffset = offset;
+        int remainingLength = length;
+        for (; index < fileSegmentList.size() && remainingLength > 0; index++) {
+            fileSegment = fileSegmentList.get(index);
+            int segmentLength = (int) Math.min(remainingLength, fileSegment.getCommitOffset() - readOffset);
+            futureList.add(fileSegment.readAsync(readOffset - fileSegment.getBaseOffset(), segmentLength));
+            readOffset += segmentLength;
+            remainingLength -= segmentLength;
         }
 
-        int segment1Length = (int) (fileSegment1.getCommitOffset() - offset);
-        return fileSegment1.readAsync(offset - fileSegment1.getBaseOffset(), segment1Length)
-            .thenCombine(fileSegment2.readAsync(0, length - segment1Length),
-                (buffer1, buffer2) -> {
-                    ByteBuffer buffer = ByteBuffer.allocate(buffer1.remaining() + buffer2.remaining());
-                    buffer.put(buffer1).put(buffer2);
-                    buffer.flip();
-                    return buffer;
-                });
+        CompletableFuture<?>[] futures = futureList.toArray(new CompletableFuture<?>[0]);
+        return CompletableFuture.allOf(futures).thenApply(nil -> {
+            int resultLength = futureList.stream().mapToInt(future -> future.join().remaining()).sum();
+            ByteBuffer result = ByteBuffer.allocate(resultLength);
+            futureList.forEach(future -> result.put(future.join()));
+            result.flip();
+            return result;
+        });
     }
 
     public void shutdown() {
diff --git a/tieredstore/src/test/java/org/apache/rocketmq/tieredstore/file/FlatAppendFileTest.java b/tieredstore/src/test/java/org/apache/rocketmq/tieredstore/file/FlatAppendFileTest.java
index b3df4e8aece..e2859b42e03 100644
--- a/tieredstore/src/test/java/org/apache/rocketmq/tieredstore/file/FlatAppendFileTest.java
+++ b/tieredstore/src/test/java/org/apache/rocketmq/tieredstore/file/FlatAppendFileTest.java
@@ -198,6 +198,30 @@ public void testAppendAndRead() {
         flatFile.destroy();
     }
 
+    @Test
+    public void testReadAcrossMultipleFileSegments() {
+        storeConfig.setTieredStoreConsumeQueueMaxSize(100L);
+        FlatAppendFile flatFile = flatFileFactory.createFlatFileForConsumeQueue(MessageStoreUtil.toFilePath(queue));
+        flatFile.rollingNewFile(0L);
+
+        for (byte value = 1; value <= 3; value++) {
+            byte[] data = new byte[100];
+            Arrays.fill(data, value);
+            flatFile.append(ByteBuffer.wrap(data), 1L);
+        }
+        flatFile.commitAsync().join();
+
+        ByteBuffer result = flatFile.readAsync(50L, 250).join();
+        byte[] actual = new byte[result.remaining()];
+        result.get(actual);
+        byte[] expected = new byte[250];
+        Arrays.fill(expected, 0, 50, (byte) 1);
+        Arrays.fill(expected, 50, 150, (byte) 2);
+        Arrays.fill(expected, 150, 250, (byte) 3);
+        Assert.assertArrayEquals(expected, actual);
+        flatFile.destroy();
+    }
+
     @Test
     public void testCleanExpiredFile() {
         FlatAppendFile flatFile = flatFileFactory.createFlatFileForConsumeQueue(MessageStoreUtil.toFilePath(queue));